Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.6 KiB |
| Average record size in memory | 160.0 B |
Variable types
| TimeSeries | 17 |
|---|---|
| Numeric | 2 |
Timeseries statistics
| Number of series | 17 |
|---|---|
| Time series length | 100 |
| Starting point | 1745405220000 |
| Ending point | 1745411160000 |
| Period | 60000 |
close is highly overall correlated with high and 10 other fields | High correlation |
high is highly overall correlated with close and 11 other fields | High correlation |
low is highly overall correlated with close and 11 other fields | High correlation |
macd_7 is highly overall correlated with close and 10 other fields | High correlation |
macdhist_7 is highly overall correlated with macd_7 and 4 other fields | High correlation |
macdsignal_7 is highly overall correlated with close and 9 other fields | High correlation |
obv_7 is highly overall correlated with volume | High correlation |
open is highly overall correlated with close and 11 other fields | High correlation |
rsi_14 is highly overall correlated with close and 10 other fields | High correlation |
rsi_21 is highly overall correlated with close and 9 other fields | High correlation |
rsi_60 is highly overall correlated with close and 7 other fields | High correlation |
rsi_7 is highly overall correlated with macd_7 and 3 other fields | High correlation |
sma_14 is highly overall correlated with close and 7 other fields | High correlation |
sma_21 is highly overall correlated with high and 7 other fields | High correlation |
sma_60 is highly overall correlated with macd_7 and 4 other fields | High correlation |
sma_7 is highly overall correlated with close and 10 other fields | High correlation |
target is highly overall correlated with close and 9 other fields | High correlation |
volume is highly overall correlated with obv_7 | High correlation |
window_start_ms is non stationary | Non stationary |
open is non stationary | Non stationary |
high is non stationary | Non stationary |
low is non stationary | Non stationary |
close is non stationary | Non stationary |
target is non stationary | Non stationary |
sma_7 is non stationary | Non stationary |
sma_60 is non stationary | Non stationary |
rsi_7 is non stationary | Non stationary |
rsi_14 is non stationary | Non stationary |
rsi_21 is non stationary | Non stationary |
rsi_60 is non stationary | Non stationary |
macd_7 is non stationary | Non stationary |
macdsignal_7 is non stationary | Non stationary |
window_start_ms is uniformly distributed | Uniform |
window_start_ms has unique values | Unique |
volume has unique values | Unique |
sma_7 has unique values | Unique |
sma_14 has unique values | Unique |
sma_21 has unique values | Unique |
sma_60 has unique values | Unique |
macd_7 has unique values | Unique |
macdsignal_7 has unique values | Unique |
macdhist_7 has unique values | Unique |
obv_7 has unique values | Unique |
rsi_7 has 17 (17.0%) zeros | Zeros |
rsi_14 has 6 (6.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-05-23 10:46:25.341739 |
|---|---|
| Analysis finished | 2025-05-23 10:46:32.366717 |
| Duration | 7.02 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
window_start_ms
Numeric time series
Non stationary Uniform Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7454082 × 1012 |
|---|---|
| Minimum | 1.7454052 × 1012 |
| Maximum | 1.7454112 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 1.7454052 × 1012 |
|---|---|
| 5-th percentile | 1.7454055 × 1012 |
| Q1 | 1.7454067 × 1012 |
| median | 1.7454082 × 1012 |
| Q3 | 1.7454097 × 1012 |
| 95-th percentile | 1.7454109 × 1012 |
| Maximum | 1.7454112 × 1012 |
| Range | 5940000 |
| Interquartile range (IQR) | 2970000 |
Descriptive statistics
| Standard deviation | 1740689.5 |
|---|---|
| Coefficient of variation (CV) | 9.9729652 × 10-7 |
| Kurtosis | -1.2 |
| Mean | 1.7454082 × 1012 |
| Median Absolute Deviation (MAD) | 1500000 |
| Skewness | 3.2018039 × 10-17 |
| Sum | 1.7454082 × 1014 |
| Variance | 3.03 × 1012 |
| Monotonicity | Strictly increasing |
| Augmented Dickey-Fuller test p-value | 0.9585325841 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 1.74540522 × 1012 | 1 | 1.0% |
| 1.745409 × 1012 | 1 | 1.0% |
| 1.7454096 × 1012 | 1 | 1.0% |
| 1.74540954 × 1012 | 1 | 1.0% |
| 1.74540948 × 1012 | 1 | 1.0% |
| 1.74540942 × 1012 | 1 | 1.0% |
| 1.74540936 × 1012 | 1 | 1.0% |
| 1.7454093 × 1012 | 1 | 1.0% |
| 1.74540924 × 1012 | 1 | 1.0% |
| 1.74540918 × 1012 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 1.74540522 × 1012 | 1 | |
| 1.74540528 × 1012 | 1 | |
| 1.74540534 × 1012 | 1 | |
| 1.7454054 × 1012 | 1 | |
| 1.74540546 × 1012 | 1 | |
| 1.74540552 × 1012 | 1 | |
| 1.74540558 × 1012 | 1 | |
| 1.74540564 × 1012 | 1 | |
| 1.7454057 × 1012 | 1 | |
| 1.74540576 × 1012 | 1 |
| Value | Count | Frequency (%) |
| 1.74541116 × 1012 | 1 | |
| 1.7454111 × 1012 | 1 | |
| 1.74541104 × 1012 | 1 | |
| 1.74541098 × 1012 | 1 | |
| 1.74541092 × 1012 | 1 | |
| 1.74541086 × 1012 | 1 | |
| 1.7454108 × 1012 | 1 | |
| 1.74541074 × 1012 | 1 | |
| 1.74541068 × 1012 | 1 | |
| 1.74541062 × 1012 | 1 |
ACF and PACF
open
Numeric time series
High correlation Non stationary
| Distinct | 61 |
|---|---|
| Distinct (%) | 61.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93633.429 |
|---|---|
| Minimum | 93430 |
| Maximum | 93839.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93430 |
|---|---|
| 5-th percentile | 93441.195 |
| Q1 | 93548.075 |
| median | 93651.1 |
| Q3 | 93710.825 |
| 95-th percentile | 93758.7 |
| Maximum | 93839.1 |
| Range | 409.1 |
| Interquartile range (IQR) | 162.75 |
Descriptive statistics
| Standard deviation | 99.31814 |
|---|---|
| Coefficient of variation (CV) | 0.0010607124 |
| Kurtosis | -0.94341793 |
| Mean | 93633.429 |
| Median Absolute Deviation (MAD) | 83.1 |
| Skewness | -0.35955602 |
| Sum | 9363342.9 |
| Variance | 9864.093 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3256144458 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93521.2 | 7 | 7.0% |
| 93738.8 | 6 | 6.0% |
| 93738.9 | 5 | 5.0% |
| 93568.2 | 4 | 4.0% |
| 93700.1 | 4 | 4.0% |
| 93695.1 | 3 | 3.0% |
| 93500 | 3 | 3.0% |
| 93710.8 | 3 | 3.0% |
| 93710.9 | 2 | 2.0% |
| 93641.1 | 2 | 2.0% |
| Other values (51) | 61 |
| Value | Count | Frequency (%) |
| 93430 | 1 | 1.0% |
| 93430.1 | 2 | 2.0% |
| 93441.1 | 2 | 2.0% |
| 93441.2 | 1 | 1.0% |
| 93484.6 | 1 | 1.0% |
| 93500 | 3 | |
| 93500.1 | 1 | 1.0% |
| 93504.3 | 1 | 1.0% |
| 93511 | 1 | 1.0% |
| 93521.2 | 7 |
| Value | Count | Frequency (%) |
| 93839.1 | 1 | 1.0% |
| 93797.3 | 1 | 1.0% |
| 93770.2 | 2 | 2.0% |
| 93770.1 | 1 | 1.0% |
| 93758.1 | 1 | 1.0% |
| 93738.9 | 5 | |
| 93738.8 | 6 | |
| 93738 | 1 | 1.0% |
| 93735.1 | 1 | 1.0% |
| 93734.4 | 1 | 1.0% |
ACF and PACF
high
Numeric time series
High correlation Non stationary
| Distinct | 61 |
|---|---|
| Distinct (%) | 61.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93642.853 |
|---|---|
| Minimum | 93430.1 |
| Maximum | 93849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93430.1 |
|---|---|
| 5-th percentile | 93482.525 |
| Q1 | 93554.575 |
| median | 93680.5 |
| Q3 | 93732.1 |
| 95-th percentile | 93770.34 |
| Maximum | 93849 |
| Range | 418.9 |
| Interquartile range (IQR) | 177.525 |
Descriptive statistics
| Standard deviation | 101.62763 |
|---|---|
| Coefficient of variation (CV) | 0.0010852684 |
| Kurtosis | -0.90591364 |
| Mean | 93642.853 |
| Median Absolute Deviation (MAD) | 62.65 |
| Skewness | -0.35249332 |
| Sum | 9364285.3 |
| Variance | 10328.175 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3546072062 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93521.2 | 7 | 7.0% |
| 93738.9 | 7 | 7.0% |
| 93738.8 | 4 | 4.0% |
| 93710.9 | 4 | 4.0% |
| 93568.2 | 4 | 4.0% |
| 93695.1 | 3 | 3.0% |
| 93689.1 | 3 | 3.0% |
| 93700.1 | 3 | 3.0% |
| 93770.2 | 3 | 3.0% |
| 93500 | 2 | 2.0% |
| Other values (51) | 60 |
| Value | Count | Frequency (%) |
| 93430.1 | 2 | 2.0% |
| 93441.1 | 1 | 1.0% |
| 93441.2 | 2 | 2.0% |
| 93484.7 | 1 | 1.0% |
| 93500 | 2 | 2.0% |
| 93500.1 | 1 | 1.0% |
| 93500.2 | 1 | 1.0% |
| 93504.3 | 1 | 1.0% |
| 93511 | 1 | 1.0% |
| 93521.2 | 7 |
| Value | Count | Frequency (%) |
| 93849 | 1 | 1.0% |
| 93839.1 | 1 | 1.0% |
| 93797.3 | 1 | 1.0% |
| 93776.4 | 1 | 1.0% |
| 93773 | 1 | 1.0% |
| 93770.2 | 3 | |
| 93758.1 | 1 | 1.0% |
| 93744.2 | 1 | 1.0% |
| 93742.1 | 1 | 1.0% |
| 93738.9 | 7 |
ACF and PACF
low
Numeric time series
High correlation Non stationary
| Distinct | 60 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93626.337 |
|---|---|
| Minimum | 93430 |
| Maximum | 93797.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93430 |
|---|---|
| 5-th percentile | 93441.195 |
| Q1 | 93539.3 |
| median | 93646.9 |
| Q3 | 93705.425 |
| 95-th percentile | 93738.8 |
| Maximum | 93797.3 |
| Range | 367.3 |
| Interquartile range (IQR) | 166.125 |
Descriptive statistics
| Standard deviation | 97.492922 |
|---|---|
| Coefficient of variation (CV) | 0.001041298 |
| Kurtosis | -1.0006373 |
| Mean | 93626.337 |
| Median Absolute Deviation (MAD) | 78.8 |
| Skewness | -0.41779204 |
| Sum | 9362633.7 |
| Variance | 9504.8698 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.4908675547 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93738.8 | 8 | 8.0% |
| 93521.1 | 5 | 5.0% |
| 93710.8 | 5 | 5.0% |
| 93430 | 4 | 4.0% |
| 93700 | 4 | 4.0% |
| 93500 | 3 | 3.0% |
| 93568.1 | 3 | 3.0% |
| 93586.8 | 3 | 3.0% |
| 93738.7 | 3 | 3.0% |
| 93641.1 | 2 | 2.0% |
| Other values (50) | 60 |
| Value | Count | Frequency (%) |
| 93430 | 4 | |
| 93441.1 | 1 | 1.0% |
| 93441.2 | 1 | 1.0% |
| 93443 | 1 | 1.0% |
| 93484.5 | 1 | 1.0% |
| 93495 | 1 | 1.0% |
| 93500 | 3 | |
| 93500.1 | 1 | 1.0% |
| 93506 | 1 | 1.0% |
| 93510.9 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 93797.3 | 1 | 1.0% |
| 93770.1 | 2 | 2.0% |
| 93745.1 | 1 | 1.0% |
| 93738.8 | 8 | |
| 93738.7 | 3 | 3.0% |
| 93738 | 1 | 1.0% |
| 93731.1 | 1 | 1.0% |
| 93721.5 | 1 | 1.0% |
| 93715.9 | 1 | 1.0% |
| 93710.8 | 5 |
ACF and PACF
close
Numeric time series
High correlation Non stationary
| Distinct | 60 |
|---|---|
| Distinct (%) | 60.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93636.033 |
|---|---|
| Minimum | 93430 |
| Maximum | 93839.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93430 |
|---|---|
| 5-th percentile | 93442.91 |
| Q1 | 93550.975 |
| median | 93655.9 |
| Q3 | 93710.9 |
| 95-th percentile | 93770.2 |
| Maximum | 93839.1 |
| Range | 409.1 |
| Interquartile range (IQR) | 159.925 |
Descriptive statistics
| Standard deviation | 100.00832 |
|---|---|
| Coefficient of variation (CV) | 0.0010680538 |
| Kurtosis | -0.92252529 |
| Mean | 93636.033 |
| Median Absolute Deviation (MAD) | 82.9 |
| Skewness | -0.38553056 |
| Sum | 9363603.3 |
| Variance | 10001.664 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.3940997955 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93521.2 | 7 | 7.0% |
| 93738.8 | 7 | 7.0% |
| 93568.2 | 4 | 4.0% |
| 93689.1 | 4 | 4.0% |
| 93738.9 | 4 | 4.0% |
| 93500 | 3 | 3.0% |
| 93710.8 | 3 | 3.0% |
| 93710.9 | 2 | 2.0% |
| 93586.8 | 2 | 2.0% |
| 93601.1 | 2 | 2.0% |
| Other values (50) | 62 |
| Value | Count | Frequency (%) |
| 93430 | 1 | 1.0% |
| 93430.1 | 2 | 2.0% |
| 93441.2 | 2 | 2.0% |
| 93443 | 1 | 1.0% |
| 93484.6 | 1 | 1.0% |
| 93500 | 3 | |
| 93500.2 | 1 | 1.0% |
| 93506 | 1 | 1.0% |
| 93510.9 | 1 | 1.0% |
| 93521.2 | 7 |
| Value | Count | Frequency (%) |
| 93839.1 | 1 | 1.0% |
| 93797.2 | 1 | 1.0% |
| 93773 | 1 | 1.0% |
| 93771.6 | 1 | 1.0% |
| 93770.2 | 2 | 2.0% |
| 93770.1 | 1 | 1.0% |
| 93742.1 | 1 | 1.0% |
| 93738.9 | 4 | |
| 93738.8 | 7 | |
| 93738.1 | 1 | 1.0% |
ACF and PACF
target
Numeric time series
High correlation Non stationary
| Distinct | 61 |
|---|---|
| Distinct (%) | 61.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93643.967 |
|---|---|
| Minimum | 93430 |
| Maximum | 93841.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93430 |
|---|---|
| 5-th percentile | 93442.91 |
| Q1 | 93558.65 |
| median | 93685.7 |
| Q3 | 93732.3 |
| 95-th percentile | 93770.27 |
| Maximum | 93841.4 |
| Range | 411.4 |
| Interquartile range (IQR) | 173.65 |
Descriptive statistics
| Standard deviation | 102.95416 |
|---|---|
| Coefficient of variation (CV) | 0.0010994212 |
| Kurtosis | -0.85308351 |
| Mean | 93643.967 |
| Median Absolute Deviation (MAD) | 54.8 |
| Skewness | -0.44577644 |
| Sum | 9364396.7 |
| Variance | 10599.559 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.7039786451 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93521.2 | 7 | 7.0% |
| 93738.8 | 7 | 7.0% |
| 93738.9 | 4 | 4.0% |
| 93689.1 | 4 | 4.0% |
| 93568.2 | 4 | 4.0% |
| 93710.8 | 3 | 3.0% |
| 93500 | 3 | 3.0% |
| 93770.2 | 2 | 2.0% |
| 93695.1 | 2 | 2.0% |
| 93586.8 | 2 | 2.0% |
| Other values (51) | 62 |
| Value | Count | Frequency (%) |
| 93430 | 1 | 1.0% |
| 93430.1 | 2 | 2.0% |
| 93441.2 | 2 | 2.0% |
| 93443 | 1 | 1.0% |
| 93484.6 | 1 | 1.0% |
| 93500 | 3 | |
| 93500.2 | 1 | 1.0% |
| 93506 | 1 | 1.0% |
| 93510.9 | 1 | 1.0% |
| 93521.2 | 7 |
| Value | Count | Frequency (%) |
| 93841.4 | 1 | |
| 93839.1 | 1 | |
| 93797.2 | 1 | |
| 93773 | 1 | |
| 93771.6 | 1 | |
| 93770.2 | 2 | |
| 93770.1 | 1 | |
| 93749.1 | 1 | |
| 93744 | 1 | |
| 93743.9 | 1 |
ACF and PACF
volume
Real number (ℝ)
High correlation Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6047565 |
| Minimum | 0.00049505 |
|---|---|
| Maximum | 20.094584 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.00049505 |
|---|---|
| 5-th percentile | 0.0047632075 |
| Q1 | 0.039028958 |
| median | 0.12642934 |
| Q3 | 0.46582917 |
| 95-th percentile | 2.0645524 |
| Maximum | 20.094584 |
| Range | 20.094089 |
| Interquartile range (IQR) | 0.42680022 |
Descriptive statistics
| Standard deviation | 2.1231697 |
|---|---|
| Coefficient of variation (CV) | 3.5107844 |
| Kurtosis | 73.525202 |
| Mean | 0.6047565 |
| Median Absolute Deviation (MAD) | 0.10229851 |
| Skewness | 8.1511022 |
| Sum | 60.47565 |
| Variance | 4.5078497 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.00529226 | 1 | 1.0% |
| 0.07197619 | 1 | 1.0% |
| 0.12214886 | 1 | 1.0% |
| 0.18420347 | 1 | 1.0% |
| 0.65072618 | 1 | 1.0% |
| 0.0288203 | 1 | 1.0% |
| 0.1107535 | 1 | 1.0% |
| 0.00921384 | 1 | 1.0% |
| 2.74813293 | 1 | 1.0% |
| 2.06045477 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.00049505 | 1 | |
| 0.00079901 | 1 | |
| 0.0013951 | 1 | |
| 0.00256844 | 1 | |
| 0.00473789 | 1 | |
| 0.00476454 | 1 | |
| 0.00529226 | 1 | |
| 0.00537253 | 1 | |
| 0.00644284 | 1 | |
| 0.00654386 | 1 |
| Value | Count | Frequency (%) |
| 20.09458393 | 1 | |
| 5.68680538 | 1 | |
| 3.57366932 | 1 | |
| 2.74813293 | 1 | |
| 2.14240749 | 1 | |
| 2.06045477 | 1 | |
| 1.61966696 | 1 | |
| 1.29127149 | 1 | |
| 1.13982108 | 1 | |
| 1.09129338 | 1 |
sma_7
Numeric time series
High correlation Non stationary Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93630.651 |
|---|---|
| Minimum | 93442.886 |
| Maximum | 93752.743 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93442.886 |
|---|---|
| 5-th percentile | 93463.95 |
| Q1 | 93547.707 |
| median | 93661.036 |
| Q3 | 93712.35 |
| 95-th percentile | 93743.869 |
| Maximum | 93752.743 |
| Range | 309.85714 |
| Interquartile range (IQR) | 164.64286 |
Descriptive statistics
| Standard deviation | 94.063748 |
|---|---|
| Coefficient of variation (CV) | 0.0010046256 |
| Kurtosis | -1.1831657 |
| Mean | 93630.651 |
| Median Absolute Deviation (MAD) | 72.935714 |
| Skewness | -0.43670471 |
| Sum | 9363065.1 |
| Variance | 8847.9887 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2277751409 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93539.22857 | 1 | 1.0% |
| 93514.55714 | 1 | 1.0% |
| 93451.02857 | 1 | 1.0% |
| 93442.88571 | 1 | 1.0% |
| 93445.08571 | 1 | 1.0% |
| 93453.48571 | 1 | 1.0% |
| 93461.91429 | 1 | 1.0% |
| 93472.75714 | 1 | 1.0% |
| 93484.3 | 1 | 1.0% |
| 93497.32857 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 93442.88571 | 1 | |
| 93445.08571 | 1 | |
| 93451.02857 | 1 | |
| 93453.48571 | 1 | |
| 93461.91429 | 1 | |
| 93464.05714 | 1 | |
| 93472.75714 | 1 | |
| 93477.07143 | 1 | |
| 93484.3 | 1 | |
| 93490.92857 | 1 |
| Value | Count | Frequency (%) |
| 93752.74286 | 1 | |
| 93752.24286 | 1 | |
| 93752.14286 | 1 | |
| 93748.14286 | 1 | |
| 93745.72857 | 1 | |
| 93743.77143 | 1 | |
| 93743.3 | 1 | |
| 93739.32857 | 1 | |
| 93738.85714 | 1 | |
| 93737.57143 | 1 |
ACF and PACF
sma_14
Numeric time series
High correlation Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93625.379 |
|---|---|
| Minimum | 93474.179 |
| Maximum | 93729.143 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93474.179 |
|---|---|
| 5-th percentile | 93478.213 |
| Q1 | 93554.755 |
| median | 93651.493 |
| Q3 | 93703.141 |
| 95-th percentile | 93724.127 |
| Maximum | 93729.143 |
| Range | 254.96429 |
| Interquartile range (IQR) | 148.38571 |
Descriptive statistics
| Standard deviation | 85.277049 |
|---|---|
| Coefficient of variation (CV) | 0.00091083261 |
| Kurtosis | -1.2606028 |
| Mean | 93625.379 |
| Median Absolute Deviation (MAD) | 67.5 |
| Skewness | -0.43467429 |
| Sum | 9362537.9 |
| Variance | 7272.1751 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.0379747627 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93561.23571 | 1 | 1.0% |
| 93536.93571 | 1 | 1.0% |
| 93474.17857 | 1 | 1.0% |
| 93475.69286 | 1 | 1.0% |
| 93478.30714 | 1 | 1.0% |
| 93484.02143 | 1 | 1.0% |
| 93489.73571 | 1 | 1.0% |
| 93499.01429 | 1 | 1.0% |
| 93508.37857 | 1 | 1.0% |
| 93518.25 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 93474.17857 | 1 | |
| 93474.17857 | 1 | |
| 93474.91429 | 1 | |
| 93475.69286 | 1 | |
| 93476.42143 | 1 | |
| 93478.30714 | 1 | |
| 93478.33571 | 1 | |
| 93482.23571 | 1 | |
| 93484.02143 | 1 | |
| 93485.87857 | 1 |
| Value | Count | Frequency (%) |
| 93729.14286 | 1 | |
| 93729.08571 | 1 | |
| 93726.47857 | 1 | |
| 93724.75 | 1 | |
| 93724.5 | 1 | |
| 93724.10714 | 1 | |
| 93722.55 | 1 | |
| 93722.02143 | 1 | |
| 93721.3 | 1 | |
| 93720.89286 | 1 |
ACF and PACF
sma_21
Numeric time series
High correlation Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93621.61 |
|---|---|
| Minimum | 93490.133 |
| Maximum | 93708.114 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93490.133 |
|---|---|
| 5-th percentile | 93493.595 |
| Q1 | 93568.704 |
| median | 93634.681 |
| Q3 | 93695.898 |
| 95-th percentile | 93704.155 |
| Maximum | 93708.114 |
| Range | 217.98095 |
| Interquartile range (IQR) | 127.19405 |
Descriptive statistics
| Standard deviation | 73.240442 |
|---|---|
| Coefficient of variation (CV) | 0.00078230273 |
| Kurtosis | -1.1538012 |
| Mean | 93621.61 |
| Median Absolute Deviation (MAD) | 62.02619 |
| Skewness | -0.46211832 |
| Sum | 9362161 |
| Variance | 5364.1623 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.02106158044 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93597.94762 | 1 | 1.0% |
| 93559.22857 | 1 | 1.0% |
| 93495.84286 | 1 | 1.0% |
| 93499.09048 | 1 | 1.0% |
| 93503.07143 | 1 | 1.0% |
| 93509.11905 | 1 | 1.0% |
| 93516.05238 | 1 | 1.0% |
| 93523.51905 | 1 | 1.0% |
| 93530.98095 | 1 | 1.0% |
| 93539.74286 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 93490.13333 | 1 | |
| 93490.40952 | 1 | |
| 93491.7 | 1 | |
| 93492 | 1 | |
| 93493.41905 | 1 | |
| 93493.60476 | 1 | |
| 93494.83333 | 1 | |
| 93495.84286 | 1 | |
| 93498.89048 | 1 | |
| 93499.09048 | 1 |
| Value | Count | Frequency (%) |
| 93708.11429 | 1 | |
| 93707.71905 | 1 | |
| 93706.0381 | 1 | |
| 93705.89524 | 1 | |
| 93705.38571 | 1 | |
| 93704.09048 | 1 | |
| 93703.57143 | 1 | |
| 93703.50952 | 1 | |
| 93703.35714 | 1 | |
| 93702.19524 | 1 |
ACF and PACF
sma_60
Numeric time series
High correlation Non stationary Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93628.218 |
|---|---|
| Minimum | 93590.338 |
| Maximum | 93672.848 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 93590.338 |
|---|---|
| 5-th percentile | 93593.664 |
| Q1 | 93600.774 |
| median | 93625.674 |
| Q3 | 93659.625 |
| 95-th percentile | 93665.24 |
| Maximum | 93672.848 |
| Range | 82.51 |
| Interquartile range (IQR) | 58.850833 |
Descriptive statistics
| Standard deviation | 27.41443 |
|---|---|
| Coefficient of variation (CV) | 0.00029280094 |
| Kurtosis | -1.6274528 |
| Mean | 93628.218 |
| Median Absolute Deviation (MAD) | 27.02 |
| Skewness | 0.10578552 |
| Sum | 9362821.8 |
| Variance | 751.551 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2457768169 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 93672.84833 | 1 | 1.0% |
| 93656.33333 | 1 | 1.0% |
| 93616.035 | 1 | 1.0% |
| 93620.01667 | 1 | 1.0% |
| 93624.255 | 1 | 1.0% |
| 93629.27 | 1 | 1.0% |
| 93633.40167 | 1 | 1.0% |
| 93637.71833 | 1 | 1.0% |
| 93642.035 | 1 | 1.0% |
| 93646.35333 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 93590.33833 | 1 | |
| 93591.015 | 1 | |
| 93591.10667 | 1 | |
| 93592.12 | 1 | |
| 93593.55667 | 1 | |
| 93593.67 | 1 | |
| 93593.68167 | 1 | |
| 93594.76 | 1 | |
| 93595.175 | 1 | |
| 93595.19 | 1 |
| Value | Count | Frequency (%) |
| 93672.84833 | 1 | |
| 93666.58 | 1 | |
| 93666.23333 | 1 | |
| 93666.055 | 1 | |
| 93665.275 | 1 | |
| 93665.23833 | 1 | |
| 93663.825 | 1 | |
| 93662.85667 | 1 | |
| 93662.815 | 1 | |
| 93662.61667 | 1 |
ACF and PACF
rsi_7
Numeric time series
High correlation Non stationary Zeros
| Distinct | 66 |
|---|---|
| Distinct (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.72846 |
|---|---|
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 17 |
| Zeros (%) | 17.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.7160731 |
| median | 43.108943 |
| Q3 | 97.955287 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 93.239214 |
Descriptive statistics
| Standard deviation | 43.10225 |
|---|---|
| Coefficient of variation (CV) | 0.86675216 |
| Kurtosis | -1.8164479 |
| Mean | 49.72846 |
| Median Absolute Deviation (MAD) | 43.108943 |
| Skewness | 0.060763065 |
| Sum | 4972.846 |
| Variance | 1857.804 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.1111648958 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 0 | 17 | 17.0% |
| 100 | 11 | 11.0% |
| 99.83193277 | 2 | 2.0% |
| 99.89785495 | 2 | 2.0% |
| 22.0713073 | 2 | 2.0% |
| 95.0310559 | 2 | 2.0% |
| 94.30604982 | 2 | 2.0% |
| 94.13854352 | 2 | 2.0% |
| 0.2564102564 | 2 | 2.0% |
| 4.716073147 | 2 | 2.0% |
| Other values (56) | 56 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 0.1234567901 | 1 | 1.0% |
| 0.1314060447 | 1 | 1.0% |
| 0.2173913043 | 1 | 1.0% |
| 0.2564102564 | 2 | 2.0% |
| 0.3875968992 | 1 | 1.0% |
| 0.9389671362 | 1 | 1.0% |
| 4.716073147 | 2 | 2.0% |
| 6.169296987 | 1 | 1.0% |
| 7.020057307 | 1 | 1.0% |
| Value | Count | Frequency (%) |
| 100 | 11 | |
| 99.96531391 | 1 | 1.0% |
| 99.92902768 | 1 | 1.0% |
| 99.9122807 | 1 | 1.0% |
| 99.91197183 | 1 | 1.0% |
| 99.89785495 | 2 | 2.0% |
| 99.88864143 | 1 | 1.0% |
| 99.88372093 | 1 | 1.0% |
| 99.85915493 | 1 | 1.0% |
| 99.84848485 | 1 | 1.0% |
ACF and PACF
rsi_14
Numeric time series
High correlation Non stationary Zeros
| Distinct | 78 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.30363 |
|---|---|
| Minimum | 0 |
| Maximum | 99.950739 |
| Zeros | 6 |
| Zeros (%) | 6.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 12.196621 |
| median | 55.777311 |
| Q3 | 79.64851 |
| 95-th percentile | 98.999488 |
| Maximum | 99.950739 |
| Range | 99.950739 |
| Interquartile range (IQR) | 67.451889 |
Descriptive statistics
| Standard deviation | 35.123873 |
|---|---|
| Coefficient of variation (CV) | 0.69823734 |
| Kurtosis | -1.3622922 |
| Mean | 50.30363 |
| Median Absolute Deviation (MAD) | 37.334943 |
| Skewness | -0.065830706 |
| Sum | 5030.363 |
| Variance | 1233.6865 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.1532778491 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 0 | 6 | 6.0% |
| 99.93337775 | 3 | 3.0% |
| 17.11642251 | 2 | 2.0% |
| 61.4700652 | 2 | 2.0% |
| 96.44707624 | 2 | 2.0% |
| 42.22841226 | 2 | 2.0% |
| 12.27573182 | 2 | 2.0% |
| 5.464480874 | 2 | 2.0% |
| 25.98425197 | 2 | 2.0% |
| 55.77731092 | 2 | 2.0% |
| Other values (68) | 75 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.0761614623 | 1 | 1.0% |
| 0.07686395081 | 1 | 1.0% |
| 0.1075268817 | 1 | 1.0% |
| 0.1314060447 | 1 | 1.0% |
| 4.228855721 | 1 | 1.0% |
| 4.507819687 | 1 | 1.0% |
| 4.570895522 | 1 | 1.0% |
| 5.333333333 | 1 | 1.0% |
| 5.464480874 | 2 | 2.0% |
| Value | Count | Frequency (%) |
| 99.95073892 | 1 | 1.0% |
| 99.93337775 | 3 | |
| 99.8467433 | 1 | 1.0% |
| 98.95489549 | 1 | 1.0% |
| 98.95056614 | 1 | 1.0% |
| 98.49026619 | 1 | 1.0% |
| 98.44735565 | 2 | |
| 98.44660194 | 2 | |
| 98.39187474 | 1 | 1.0% |
| 98.24723247 | 1 | 1.0% |
ACF and PACF
rsi_21
Numeric time series
High correlation Non stationary
| Distinct | 88 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.977907 |
|---|---|
| Minimum | 0.054288816 |
| Maximum | 98.400388 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.054288816 |
|---|---|
| 5-th percentile | 4.7272727 |
| Q1 | 35.801319 |
| median | 49.975927 |
| Q3 | 72.282526 |
| 95-th percentile | 86.809614 |
| Maximum | 98.400388 |
| Range | 98.346099 |
| Interquartile range (IQR) | 36.481207 |
Descriptive statistics
| Standard deviation | 26.48039 |
|---|---|
| Coefficient of variation (CV) | 0.52984191 |
| Kurtosis | -0.77038032 |
| Mean | 49.977907 |
| Median Absolute Deviation (MAD) | 18.167704 |
| Skewness | -0.19015947 |
| Sum | 4997.7907 |
| Variance | 701.21104 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.4776389304 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 82.81632653 | 4 | 4.0% |
| 14.49086162 | 3 | 3.0% |
| 49.97592682 | 3 | 3.0% |
| 4.727272727 | 2 | 2.0% |
| 98.35271318 | 2 | 2.0% |
| 56.56903766 | 2 | 2.0% |
| 54.62256149 | 2 | 2.0% |
| 25.1826087 | 2 | 2.0% |
| 10.2281668 | 1 | 1.0% |
| 7.061379685 | 1 | 1.0% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0.0542888165 | 1 | |
| 0.06369426752 | 1 | |
| 0.1273074475 | 1 | |
| 4.558204769 | 1 | |
| 4.727272727 | 2 | |
| 5.036807439 | 1 | |
| 5.494505494 | 1 | |
| 6.666666667 | 1 | |
| 7.061379685 | 1 | |
| 7.386363636 | 1 |
| Value | Count | Frequency (%) |
| 98.40038778 | 1 | |
| 98.35271318 | 2 | |
| 98.35191469 | 1 | |
| 89.30928289 | 1 | |
| 86.67805295 | 1 | |
| 84.83665502 | 1 | |
| 84.65266559 | 1 | |
| 83.40827338 | 1 | |
| 83.12858313 | 1 | |
| 83.04505229 | 1 |
ACF and PACF
rsi_60
Numeric time series
High correlation Non stationary
| Distinct | 95 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.770999 |
|---|---|
| Minimum | 25.722124 |
| Maximum | 63.929791 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 25.722124 |
|---|---|
| 5-th percentile | 31.532137 |
| Q1 | 40.17915 |
| median | 48.746963 |
| Q3 | 54.498926 |
| 95-th percentile | 61.4041 |
| Maximum | 63.929791 |
| Range | 38.207668 |
| Interquartile range (IQR) | 14.319776 |
Descriptive statistics
| Standard deviation | 9.6628316 |
|---|---|
| Coefficient of variation (CV) | 0.20227401 |
| Kurtosis | -0.86479561 |
| Mean | 47.770999 |
| Median Absolute Deviation (MAD) | 8.1798924 |
| Skewness | -0.26226965 |
| Sum | 4777.0999 |
| Variance | 93.370315 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2042538267 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 34.3718593 | 2 | 2.0% |
| 60.51167964 | 2 | 2.0% |
| 47.43002048 | 2 | 2.0% |
| 30.42623942 | 2 | 2.0% |
| 48.75034713 | 2 | 2.0% |
| 42.60752688 | 1 | 1.0% |
| 25.72212361 | 1 | 1.0% |
| 31.57425301 | 1 | 1.0% |
| 30.41572184 | 1 | 1.0% |
| 31.88670626 | 1 | 1.0% |
| Other values (85) | 85 |
| Value | Count | Frequency (%) |
| 25.72212361 | 1 | |
| 30.41572184 | 1 | |
| 30.42623942 | 2 | |
| 30.73192908 | 1 | |
| 31.57425301 | 1 | |
| 31.88670626 | 1 | |
| 32.31156523 | 1 | |
| 32.85876993 | 1 | |
| 32.94278239 | 1 | |
| 34.3718593 | 2 |
| Value | Count | Frequency (%) |
| 63.92979149 | 1 | |
| 63.26132064 | 1 | |
| 63.02211302 | 1 | |
| 61.67533819 | 1 | |
| 61.63388047 | 1 | |
| 61.39200605 | 1 | |
| 61.10876452 | 1 | |
| 60.90003285 | 1 | |
| 60.86810229 | 1 | |
| 60.62205467 | 1 |
ACF and PACF
macd_7
Numeric time series
High correlation Non stationary Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9626333 |
|---|---|
| Minimum | -33.875888 |
| Maximum | 69.661146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -33.875888 |
|---|---|
| 5-th percentile | -32.981979 |
| Q1 | -23.704053 |
| median | 7.9193456 |
| Q3 | 22.677334 |
| 95-th percentile | 41.653215 |
| Maximum | 69.661146 |
| Range | 103.53703 |
| Interquartile range (IQR) | 46.381387 |
Descriptive statistics
| Standard deviation | 25.900737 |
|---|---|
| Coefficient of variation (CV) | 6.5362437 |
| Kurtosis | -0.68031387 |
| Mean | 3.9626333 |
| Median Absolute Deviation (MAD) | 20.748564 |
| Skewness | 0.22501121 |
| Sum | 396.26333 |
| Variance | 670.84819 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2176243401 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| -13.62611653 | 1 | 1.0% |
| -24.29102694 | 1 | 1.0% |
| -12.07184099 | 1 | 1.0% |
| -19.84794822 | 1 | 1.0% |
| -27.80203229 | 1 | 1.0% |
| -30.50073133 | 1 | 1.0% |
| -32.97558003 | 1 | 1.0% |
| -33.10355248 | 1 | 1.0% |
| -31.57453019 | 1 | 1.0% |
| -27.47435678 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| -33.87588787 | 1 | |
| -33.26485996 | 1 | |
| -33.13983149 | 1 | |
| -33.10896303 | 1 | |
| -33.10355248 | 1 | |
| -32.97558003 | 1 | |
| -31.67166275 | 1 | |
| -31.57453019 | 1 | |
| -31.40391514 | 1 | |
| -30.50073133 | 1 |
| Value | Count | Frequency (%) |
| 69.66114557 | 1 | |
| 67.86870241 | 1 | |
| 56.74549104 | 1 | |
| 56.71145478 | 1 | |
| 47.66893645 | 1 | |
| 41.33659798 | 1 | |
| 41.18704874 | 1 | |
| 38.02578603 | 1 | |
| 35.32844865 | 1 | |
| 34.39473884 | 1 |
ACF and PACF
macdsignal_7
Numeric time series
High correlation Non stationary Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.71377637 |
|---|---|
| Minimum | -40.114033 |
| Maximum | 41.693594 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -40.114033 |
|---|---|
| 5-th percentile | -34.345527 |
| Q1 | -8.4770312 |
| median | 0.7183376 |
| Q3 | 13.66152 |
| 95-th percentile | 31.080103 |
| Maximum | 41.693594 |
| Range | 81.807626 |
| Interquartile range (IQR) | 22.138551 |
Descriptive statistics
| Standard deviation | 19.303836 |
|---|---|
| Coefficient of variation (CV) | 27.044656 |
| Kurtosis | -0.31550649 |
| Mean | 0.71377637 |
| Median Absolute Deviation (MAD) | 10.827743 |
| Skewness | -0.13489364 |
| Sum | 71.377637 |
| Variance | 372.6381 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2392568255 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| 9.286307942 | 1 | 1.0% |
| -26.65080437 | 1 | 1.0% |
| -30.7783989 | 1 | 1.0% |
| -34.00532674 | 1 | 1.0% |
| -37.25042991 | 1 | 1.0% |
| -39.39398254 | 1 | 1.0% |
| -40.11403295 | 1 | 1.0% |
| -39.10326537 | 1 | 1.0% |
| -37.37222009 | 1 | 1.0% |
| -34.19263756 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| -40.11403295 | 1 | |
| -39.39398254 | 1 | |
| -39.10326537 | 1 | |
| -37.37222009 | 1 | |
| -37.25042991 | 1 | |
| -34.19263756 | 1 | |
| -34.00532674 | 1 | |
| -31.23468615 | 1 | |
| -30.7783989 | 1 | |
| -28.53618477 | 1 |
| Value | Count | Frequency (%) |
| 41.6935935 | 1 | |
| 40.46772673 | 1 | |
| 38.4183107 | 1 | |
| 36.42458046 | 1 | |
| 33.84042971 | 1 | |
| 30.93482213 | 1 | |
| 27.57097022 | 1 | |
| 25.9502318 | 1 | |
| 25.87977732 | 1 | |
| 25.58565924 | 1 |
ACF and PACF
macdhist_7
Numeric time series
High correlation Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.248857 |
|---|---|
| Minimum | -39.136058 |
| Maximum | 63.82863 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | -39.136058 |
|---|---|
| 5-th percentile | -30.413685 |
| Q1 | -19.515173 |
| median | 5.8987014 |
| Q3 | 21.899639 |
| 95-th percentile | 40.990562 |
| Maximum | 63.82863 |
| Range | 102.96469 |
| Interquartile range (IQR) | 41.414812 |
Descriptive statistics
| Standard deviation | 24.094609 |
|---|---|
| Coefficient of variation (CV) | 7.4163343 |
| Kurtosis | -0.74323535 |
| Mean | 3.248857 |
| Median Absolute Deviation (MAD) | 20.060121 |
| Skewness | 0.18207521 |
| Sum | 324.8857 |
| Variance | 580.5502 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.01334363147 |
Histogram with fixed size bins (bins=50)
Gap statistics
| number of gaps | 0 |
|---|---|
| min | 0 |
| max | 0 |
| mean | 0 |
| std | 0 |
| Value | Count | Frequency (%) |
| -22.91242447 | 1 | 1.0% |
| 2.359777434 | 1 | 1.0% |
| 18.70655791 | 1 | 1.0% |
| 14.15737853 | 1 | 1.0% |
| 9.448397622 | 1 | 1.0% |
| 8.893251212 | 1 | 1.0% |
| 7.138452916 | 1 | 1.0% |
| 5.999712895 | 1 | 1.0% |
| 5.7976899 | 1 | 1.0% |
| 6.718280773 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| -39.1360575 | 1 | |
| -38.87864694 | 1 | |
| -37.16659217 | 1 | |
| -36.09340547 | 1 | |
| -33.51389993 | 1 | |
| -30.25051611 | 1 | |
| -29.11013757 | 1 | |
| -28.0668706 | 1 | |
| -26.4541264 | 1 | |
| -25.63966823 | 1 |
| Value | Count | Frequency (%) |
| 63.82862973 | 1 | |
| 57.72407811 | 1 | |
| 55.30557707 | 1 | |
| 43.63256073 | 1 | |
| 42.73226553 | 1 | |
| 40.89889358 | 1 | |
| 38.1022665 | 1 | |
| 35.34276867 | 1 | |
| 34.10139847 | 1 | |
| 33.37155082 | 1 |
ACF and PACF
obv_7
Real number (ℝ)
High correlation Unique
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6047565 |
| Minimum | 0.00049505 |
|---|---|
| Maximum | 20.094584 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.00049505 |
|---|---|
| 5-th percentile | 0.0047632075 |
| Q1 | 0.039028958 |
| median | 0.12642934 |
| Q3 | 0.46582917 |
| 95-th percentile | 2.0645524 |
| Maximum | 20.094584 |
| Range | 20.094089 |
| Interquartile range (IQR) | 0.42680022 |
Descriptive statistics
| Standard deviation | 2.1231697 |
|---|---|
| Coefficient of variation (CV) | 3.5107844 |
| Kurtosis | 73.525202 |
| Mean | 0.6047565 |
| Median Absolute Deviation (MAD) | 0.10229851 |
| Skewness | 8.1511022 |
| Sum | 60.47565 |
| Variance | 4.5078497 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.00529226 | 1 | 1.0% |
| 0.07197619 | 1 | 1.0% |
| 0.12214886 | 1 | 1.0% |
| 0.18420347 | 1 | 1.0% |
| 0.65072618 | 1 | 1.0% |
| 0.0288203 | 1 | 1.0% |
| 0.1107535 | 1 | 1.0% |
| 0.00921384 | 1 | 1.0% |
| 2.74813293 | 1 | 1.0% |
| 2.06045477 | 1 | 1.0% |
| Other values (90) | 90 |
| Value | Count | Frequency (%) |
| 0.00049505 | 1 | |
| 0.00079901 | 1 | |
| 0.0013951 | 1 | |
| 0.00256844 | 1 | |
| 0.00473789 | 1 | |
| 0.00476454 | 1 | |
| 0.00529226 | 1 | |
| 0.00537253 | 1 | |
| 0.00644284 | 1 | |
| 0.00654386 | 1 |
| Value | Count | Frequency (%) |
| 20.09458393 | 1 | |
| 5.68680538 | 1 | |
| 3.57366932 | 1 | |
| 2.74813293 | 1 | |
| 2.14240749 | 1 | |
| 2.06045477 | 1 | |
| 1.61966696 | 1 | |
| 1.29127149 | 1 | |
| 1.13982108 | 1 | |
| 1.09129338 | 1 |
Interactions
Correlations
| close | high | low | macd_7 | macdhist_7 | macdsignal_7 | obv_7 | open | rsi_14 | rsi_21 | rsi_60 | rsi_7 | sma_14 | sma_21 | sma_60 | sma_7 | target | volume | window_start_ms | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| close | 1.000 | 0.985 | 0.970 | 0.751 | 0.274 | 0.678 | 0.058 | 0.949 | 0.728 | 0.819 | 0.661 | 0.472 | 0.651 | 0.482 | -0.365 | 0.859 | 0.671 | 0.058 | -0.212 |
| high | 0.985 | 1.000 | 0.962 | 0.742 | 0.256 | 0.687 | 0.085 | 0.969 | 0.705 | 0.806 | 0.679 | 0.420 | 0.686 | 0.505 | -0.339 | 0.890 | 0.630 | 0.085 | -0.179 |
| low | 0.970 | 0.962 | 1.000 | 0.717 | 0.237 | 0.685 | 0.012 | 0.982 | 0.690 | 0.794 | 0.687 | 0.405 | 0.699 | 0.538 | -0.310 | 0.906 | 0.624 | 0.012 | -0.254 |
| macd_7 | 0.751 | 0.742 | 0.717 | 1.000 | 0.703 | 0.475 | 0.130 | 0.706 | 0.887 | 0.856 | 0.232 | 0.646 | 0.193 | -0.100 | -0.691 | 0.579 | 0.696 | 0.130 | 0.006 |
| macdhist_7 | 0.274 | 0.256 | 0.237 | 0.703 | 1.000 | -0.262 | 0.114 | 0.228 | 0.714 | 0.487 | -0.210 | 0.620 | -0.401 | -0.595 | -0.534 | 0.054 | 0.225 | 0.114 | 0.116 |
| macdsignal_7 | 0.678 | 0.687 | 0.685 | 0.475 | -0.262 | 1.000 | 0.064 | 0.683 | 0.298 | 0.545 | 0.587 | 0.140 | 0.729 | 0.596 | -0.267 | 0.712 | 0.663 | 0.064 | -0.195 |
| obv_7 | 0.058 | 0.085 | 0.012 | 0.130 | 0.114 | 0.064 | 1.000 | 0.034 | 0.072 | 0.062 | 0.088 | 0.106 | -0.059 | -0.111 | -0.159 | -0.019 | 0.095 | 1.000 | 0.117 |
| open | 0.949 | 0.969 | 0.982 | 0.706 | 0.228 | 0.683 | 0.034 | 1.000 | 0.669 | 0.779 | 0.695 | 0.370 | 0.723 | 0.553 | -0.285 | 0.926 | 0.591 | 0.034 | -0.231 |
| rsi_14 | 0.728 | 0.705 | 0.690 | 0.887 | 0.714 | 0.298 | 0.072 | 0.669 | 1.000 | 0.849 | 0.189 | 0.744 | 0.183 | -0.064 | -0.575 | 0.535 | 0.633 | 0.072 | -0.126 |
| rsi_21 | 0.819 | 0.806 | 0.794 | 0.856 | 0.487 | 0.545 | 0.062 | 0.779 | 0.849 | 1.000 | 0.359 | 0.470 | 0.448 | 0.133 | -0.689 | 0.705 | 0.653 | 0.062 | -0.082 |
| rsi_60 | 0.661 | 0.679 | 0.687 | 0.232 | -0.210 | 0.587 | 0.088 | 0.695 | 0.189 | 0.359 | 1.000 | -0.016 | 0.668 | 0.743 | 0.018 | 0.689 | 0.304 | 0.088 | -0.155 |
| rsi_7 | 0.472 | 0.420 | 0.405 | 0.646 | 0.620 | 0.140 | 0.106 | 0.370 | 0.744 | 0.470 | -0.016 | 1.000 | -0.123 | -0.194 | -0.372 | 0.160 | 0.594 | 0.106 | -0.141 |
| sma_14 | 0.651 | 0.686 | 0.699 | 0.193 | -0.401 | 0.729 | -0.059 | 0.723 | 0.183 | 0.448 | 0.668 | -0.123 | 1.000 | 0.881 | 0.042 | 0.856 | 0.335 | -0.059 | -0.219 |
| sma_21 | 0.482 | 0.505 | 0.538 | -0.100 | -0.595 | 0.596 | -0.111 | 0.553 | -0.064 | 0.133 | 0.743 | -0.194 | 0.881 | 1.000 | 0.357 | 0.667 | 0.184 | -0.111 | -0.386 |
| sma_60 | -0.365 | -0.339 | -0.310 | -0.691 | -0.534 | -0.267 | -0.159 | -0.285 | -0.575 | -0.689 | 0.018 | -0.372 | 0.042 | 0.357 | 1.000 | -0.165 | -0.585 | -0.159 | -0.261 |
| sma_7 | 0.859 | 0.890 | 0.906 | 0.579 | 0.054 | 0.712 | -0.019 | 0.926 | 0.535 | 0.705 | 0.689 | 0.160 | 0.856 | 0.667 | -0.165 | 1.000 | 0.454 | -0.019 | -0.187 |
| target | 0.671 | 0.630 | 0.624 | 0.696 | 0.225 | 0.663 | 0.095 | 0.591 | 0.633 | 0.653 | 0.304 | 0.594 | 0.335 | 0.184 | -0.585 | 0.454 | 1.000 | 0.095 | -0.114 |
| volume | 0.058 | 0.085 | 0.012 | 0.130 | 0.114 | 0.064 | 1.000 | 0.034 | 0.072 | 0.062 | 0.088 | 0.106 | -0.059 | -0.111 | -0.159 | -0.019 | 0.095 | 1.000 | 0.117 |
| window_start_ms | -0.212 | -0.179 | -0.254 | 0.006 | 0.116 | -0.195 | 0.117 | -0.231 | -0.126 | -0.082 | -0.155 | -0.141 | -0.219 | -0.386 | -0.261 | -0.187 | -0.114 | 0.117 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| window_start_ms | open | high | low | close | target | volume | sma_7 | sma_14 | sma_21 | sma_60 | rsi_7 | rsi_14 | rsi_21 | rsi_60 | macd_7 | macdsignal_7 | macdhist_7 | obv_7 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1745405220000 | 1745405220000 | 93539.20 | 93539.30 | 93539.20 | 93539.30 | 93680.90 | 0.01 | 93539.23 | 93561.24 | 93597.95 | 93672.85 | 0.94 | 4.23 | 47.44 | 32.94 | -13.63 | 9.29 | -22.91 | 0.01 |
| 1745405280000 | 1745405280000 | 93539.30 | 93539.30 | 93539.30 | 93539.30 | 93680.90 | 0.04 | 93539.24 | 93553.10 | 93593.87 | 93662.82 | 66.67 | 5.33 | 35.82 | 32.86 | -12.38 | 6.51 | -18.89 | 0.04 |
| 1745405340000 | 1745405340000 | 93539.30 | 93605.00 | 93539.30 | 93605.00 | 93689.10 | 1.14 | 93548.64 | 93555.01 | 93590.27 | 93653.84 | 99.85 | 61.34 | 37.89 | 35.20 | -3.52 | 5.35 | -8.87 | 1.14 |
| 1745405400000 | 1745405400000 | 93605.10 | 93653.10 | 93605.00 | 93653.00 | 93689.10 | 0.04 | 93564.90 | 93560.49 | 93588.50 | 93645.66 | 99.91 | 73.30 | 44.73 | 36.86 | 8.07 | 4.93 | 3.15 | 0.04 |
| 1745405460000 | 1745405460000 | 93653.00 | 93680.10 | 93653.00 | 93680.00 | 93689.10 | 0.54 | 93585.00 | 93568.31 | 93588.43 | 93637.94 | 99.93 | 79.51 | 49.80 | 37.76 | 18.50 | 5.74 | 12.76 | 0.54 |
| 1745405520000 | 1745405520000 | 93679.90 | 93680.90 | 93679.90 | 93680.90 | 93689.10 | 0.18 | 93605.24 | 93575.72 | 93589.90 | 93630.95 | 100.00 | 78.87 | 54.55 | 38.68 | 24.87 | 7.03 | 17.84 | 0.18 |
| 1745405580000 | 1745405580000 | 93680.90 | 93680.90 | 93680.90 | 93680.90 | 93742.10 | 1.07 | 93625.49 | 93583.85 | 93589.66 | 93624.97 | 100.00 | 83.51 | 49.17 | 39.98 | 28.17 | 8.36 | 19.81 | 1.07 |
| 1745405640000 | 1745405640000 | 93680.90 | 93691.20 | 93680.90 | 93689.10 | 93738.90 | 0.21 | 93646.89 | 93593.06 | 93589.79 | 93619.12 | 100.00 | 87.67 | 50.42 | 40.25 | 30.17 | 7.98 | 22.19 | 0.21 |
| 1745405700000 | 1745405700000 | 93689.10 | 93689.10 | 93689.10 | 93689.10 | 93738.90 | 0.04 | 93668.29 | 93603.76 | 93591.50 | 93613.26 | 100.00 | 99.93 | 56.47 | 40.25 | 30.11 | 5.93 | 24.18 | 0.04 |
| 1745405760000 | 1745405760000 | 93689.00 | 93689.10 | 93689.00 | 93689.10 | 93738.90 | 0.05 | 93680.30 | 93614.47 | 93596.78 | 93607.45 | 100.00 | 99.93 | 77.41 | 40.30 | 28.75 | 2.54 | 26.21 | 0.05 |
| window_start_ms | open | high | low | close | target | volume | sma_7 | sma_14 | sma_21 | sma_60 | rsi_7 | rsi_14 | rsi_21 | rsi_60 | macd_7 | macdsignal_7 | macdhist_7 | obv_7 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1745410620000 | 1745410620000 | 93705.40 | 93716.00 | 93705.40 | 93715.90 | 93695.10 | 0.00 | 93745.73 | 93664.86 | 93606.89 | 93601.15 | 58.80 | 70.36 | 75.49 | 50.25 | 41.34 | 19.95 | 21.39 | 0.00 |
| 1745410680000 | 1745410680000 | 93716.00 | 93736.60 | 93715.90 | 93734.40 | 93686.10 | 0.59 | 93752.74 | 93679.68 | 93620.85 | 93601.54 | 57.76 | 71.51 | 75.81 | 51.17 | 38.03 | 22.21 | 15.82 | 0.59 |
| 1745410740000 | 1745410740000 | 93734.40 | 93744.20 | 93731.10 | 93731.10 | 93686.10 | 0.61 | 93743.30 | 93692.29 | 93634.65 | 93601.88 | 34.09 | 69.28 | 75.37 | 51.01 | 34.39 | 24.30 | 10.10 | 0.61 |
| 1745410800000 | 1745410800000 | 93731.10 | 93731.10 | 93695.10 | 93695.10 | 93713.00 | 0.06 | 93722.73 | 93702.58 | 93644.68 | 93601.61 | 14.32 | 64.70 | 68.66 | 49.25 | 26.83 | 27.57 | -0.75 | 0.06 |
| 1745410860000 | 1745410860000 | 93695.10 | 93695.10 | 93695.00 | 93695.00 | 93773.00 | 0.05 | 93711.79 | 93712.87 | 93653.96 | 93600.88 | 21.50 | 64.70 | 67.77 | 47.84 | 21.16 | 30.93 | -9.78 | 0.05 |
| 1745410920000 | 1745410920000 | 93695.10 | 93695.10 | 93695.10 | 93695.10 | 93749.10 | 0.02 | 93710.30 | 93719.21 | 93662.24 | 93600.16 | 42.40 | 60.20 | 66.48 | 47.85 | 16.83 | 33.84 | -17.01 | 0.02 |
| 1745410980000 | 1745410980000 | 93695.10 | 93695.10 | 93665.70 | 93686.10 | 93731.60 | 0.77 | 93707.53 | 93722.55 | 93670.10 | 93599.28 | 37.47 | 55.70 | 65.37 | 47.43 | 12.50 | 36.42 | -23.93 | 0.77 |
| 1745411040000 | 1745411040000 | 93686.20 | 93695.00 | 93686.10 | 93686.10 | 93743.90 | 0.28 | 93703.27 | 93724.50 | 93677.67 | 93598.40 | 27.76 | 53.49 | 64.98 | 47.43 | 9.31 | 38.42 | -29.11 | 0.28 |
| 1745411100000 | 1745411100000 | 93686.20 | 93713.00 | 93686.10 | 93713.00 | 93744.00 | 0.49 | 93700.21 | 93726.48 | 93686.52 | 93597.44 | 35.81 | 53.54 | 66.68 | 47.20 | 10.22 | 40.47 | -30.25 | 0.49 |
| 1745411160000 | 1745411160000 | 93721.50 | 93773.00 | 93721.50 | 93773.00 | 93841.40 | 0.03 | 93706.20 | 93724.75 | 93696.92 | 93597.49 | 65.86 | 46.44 | 68.51 | 50.13 | 17.51 | 41.69 | -24.18 | 0.03 |